This graph shows us the Count for Number of Crimes occuring in the SFO region based on Days

Distribution of crimes in San Francisco as per days of week

Distribution of Number of Crimes that has occured over the period of last 4 years

Average delay time between the Incident happening and the Report time

Bargraph showing distribution of incidences as per the time of its occurance

Most of the incidents take place in the evening (between 12.01 to 18.00 hours) followed by night (between 18.01 to 24.00 hours), morning (between 06.01 to 12.00 hours) and early morning (between 00.00 to 06.00 hours).

Heat Map to understand which category has the most number of crimes

Incident Hotspots on the map of San Francisco

San Francisco Map using Folium

Plotting Neighbourhoods on San Francisco Map

References